{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# GAMA-12 master catalogue\n", "## Preparation of Hyper Suprime-Cam Subaru Strategic Program Catalogues (HSC-SSP) data\n", "\n", "This catalogue comes from `dmu0_HSC`.\n", "\n", "In the catalogue, we keep:\n", "\n", "- The `object_id` as unique object identifier;\n", "- The position;\n", "- The g, r, i, z, y (no N921) aperture magnitude in 2” that we aperture correct;\n", "- The g, r, i, z, y (no N921) kron fluxes and magnitudes.\n", "- The extended flag that we convert to a stellariy.\n", "\n", "**Note**: On ELAIS-N1 the HSC-SSP catalogue does not contain any N816 magnitudes.\n", "\n", "We use 2016 as the epoch." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This notebook was run with herschelhelp_internal version: \n", "44f1ae0 (Thu Nov 30 18:27:54 2017 +0000)\n" ] } ], "source": [ "from herschelhelp_internal import git_version\n", "print(\"This notebook was run with herschelhelp_internal version: \\n{}\".format(git_version()))" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "#%config InlineBackend.figure_format = 'svg'\n", "\n", "import matplotlib.pyplot as plt\n", "plt.rc('figure', figsize=(10, 6))\n", "plt.style.use('ggplot')\n", "\n", "from collections import OrderedDict\n", "import os\n", "\n", "from astropy import units as u\n", "from astropy import visualization as vis\n", "from astropy.coordinates import SkyCoord\n", "from astropy.table import Column, Table\n", "import numpy as np\n", "\n", "from herschelhelp_internal.flagging import gaia_flag_column\n", "from herschelhelp_internal.masterlist import nb_astcor_diag_plot, nb_plot_mag_ap_evol, \\\n", " nb_plot_mag_vs_apcor, remove_duplicates\n", "from herschelhelp_internal.utils import astrometric_correction, mag_to_flux, aperture_correction" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "OUT_DIR = os.environ.get('TMP_DIR', \"./data_tmp\")\n", "try:\n", " os.makedirs(OUT_DIR)\n", "except FileExistsError:\n", " pass\n", "\n", "RA_COL = \"hsc_ra\"\n", "DEC_COL = \"hsc_dec\"" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Pritine HSC catalogue\n", "orig_hsc = Table.read(\"../../dmu0/dmu0_HSC/data/HSC-PDR1_wide_GAMA-12_v2.fits\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## I - Aperture correction\n", "\n", "To compute aperture correction we need to dertermine two parametres: the target aperture and the range of magnitudes for the stars that will be used to compute the correction.\n", "\n", "**Target aperture**: To determine the target aperture, we simulate a curve of growth using the provided apertures and draw two figures:\n", "\n", "- The evolution of the magnitudes of the objects by plotting on the same plot aperture number vs the mean magnitude.\n", "- The mean gain (loss when negative) of magnitude is each aperture compared to the previous (except for the first of course).\n", "\n", "As target aperture, we should use the smallest (i.e. less noisy) aperture for which most of the flux is captures.\n", "\n", "**Magnitude range**: To know what limits in aperture to use when doing the aperture correction, we plot for each magnitude bin the correction that is computed and its RMS. We should then use the wide limits (to use more stars) where the correction is stable and with few dispersion." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "No error column for a y band aperture magnitude.\n" ] } ], "source": [ "bands = [\"g\", \"r\", \"i\", \"z\", \"y\"] #, \"n921\"]\n", "apertures = [\"10\", \"15\", \"20\", \"30\", \"40\", \"57\", \"84\", \"118\", \"168\", \"235\"]\n", "\n", "magnitudes = {}\n", "magnitude_errors ={}\n", "stellarities = {}\n", "\n", "for band in bands:\n", " magnitudes[band] = np.array(\n", " [orig_hsc[\"{}mag_aperture{}\".format(band, aperture)] for aperture in apertures]\n", " )\n", " # Some sources have an infinite magnitude\n", " mask = np.isinf(magnitudes[band])\n", " magnitudes[band][mask] = np.nan\n", " try:\n", " magnitude_errors[band] = np.array(\n", " [orig_hsc[\"{}mag_aperture{}_err\".format(band, aperture)] for aperture in apertures]\n", " )\n", " magnitude_errors[band][mask] = np.nan\n", " except KeyError:\n", " print(\"No error column for a \" + band + \" band aperture magnitude.\")\n", " \n", " stellarities[band] = 1 - np.array(orig_hsc[\"{}classification_extendedness\".format(band)])\n", " \n", "mag_corr = {}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I.a - g band" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/masterlist.py:850: RuntimeWarning: invalid value encountered in greater\n", " mags = magnitudes[:, stellarity > stel_threshold].copy()\n" ] }, { "data": { "image/png": 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79c9h5x9/w/7jb1DvOEy7U4PzdpqeEDxHREQqFAUcqbSMMcEnro5rBOdchC3Iw657D/vR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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_ap_evol(magnitudes['g'], stellarities['g'], labels=apertures)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use aperture 40 as target." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/masterlist.py:903: RuntimeWarning: invalid value encountered in greater\n", " mask = stellarity > .9\n", "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/astropy/table/column.py:1096: MaskedArrayFutureWarning: setting an item on a masked array which has a shared mask will not copy the mask and also change the original mask array in the future.\n", "Check the NumPy 1.11 release notes for more information.\n", " ma.MaskedArray.__setitem__(self, index, value)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:129: RuntimeWarning: invalid value encountered in greater\n", " mask &= (stellarity > 0.9)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:131: RuntimeWarning: invalid value encountered in greater_equal\n", " mask &= (mag >= mag_min)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:133: RuntimeWarning: invalid value encountered in less_equal\n", " mask &= (mag <= mag_max)\n" ] }, { "data": { "image/png": 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Bzs2G7T+kZA5BOW5emL7Or+pqDS9GVtFG2CAlXes4V1lu3HECTPcqeL8oBPVTu9kMER1q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\nScvyb9ZjIYQQA5IEGH/1p0lIxwu7YjK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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_vs_apcor(orig_hsc['gmag_aperture20'], orig_hsc['gmag_aperture40'], stellarities['g'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use magnitudes between 18.5 and 20.8" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Aperture correction for g band:\n", "Correction: -0.09674453735351562\n", "Number of source used: 6713\n", "RMS: 0.016023767426012712\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:129: RuntimeWarning: invalid value encountered in greater\n", " mask &= (stellarity > 0.9)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:131: RuntimeWarning: invalid value encountered in greater_equal\n", " mask &= (mag >= mag_min)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:133: RuntimeWarning: invalid value encountered in less_equal\n", " mask &= (mag <= mag_max)\n" ] } ], "source": [ "# Aperture correction\n", "mag_corr['g'], num, std = aperture_correction(\n", " orig_hsc['gmag_aperture20'], orig_hsc['gmag_aperture40'], \n", " stellarities['g'],\n", " mag_min=18.5, mag_max=20.8)\n", "print(\"Aperture correction for g band:\")\n", "print(\"Correction: {}\".format(mag_corr['g']))\n", "print(\"Number of source used: {}\".format(num))\n", "print(\"RMS: {}\".format(std))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I.b - r band" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/masterlist.py:850: RuntimeWarning: invalid value encountered in greater\n", " mags = magnitudes[:, stellarity > stel_threshold].copy()\n" ] }, { "data": { "image/png": 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hC87ixYsrCs7v18H5LRUcEZHQ5px5nn+66h+z2Dx9AvbqWzCOz+tYItXikAXn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\ngN292+tIEiQBX3rZuHEjX3/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dlo0tzPc60j5UcEREROSwmIZN/Fdydpb6S87WzV5HqqCC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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_ap_evol(magnitudes['r'], stellarities['r'], labels=apertures)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use aperture 40 as target." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/masterlist.py:903: RuntimeWarning: invalid value encountered in greater\n", " mask = stellarity > .9\n", "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/astropy/table/column.py:1096: MaskedArrayFutureWarning: setting an item on a masked array which has a shared mask will not copy the mask and also change the original mask array in the future.\n", "Check the NumPy 1.11 release notes for more information.\n", " ma.MaskedArray.__setitem__(self, index, value)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:129: RuntimeWarning: invalid value encountered in greater\n", " mask &= (stellarity > 0.9)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:131: RuntimeWarning: invalid value encountered in greater_equal\n", " mask &= (mag >= mag_min)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:133: RuntimeWarning: invalid value encountered in less_equal\n", " mask &= (mag <= mag_max)\n" ] }, { "data": { "image/png": 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QG0tcbAzxMTFEDfHW9raODo7X1nG8ppZjNbUcq63leE0tx2vr2HXgIA2evjNk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\nkpqQSEx01FlbOvTXsYgMRKF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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_vs_apcor(orig_hsc['rmag_aperture20'], orig_hsc['rmag_aperture40'], stellarities['r'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use magnitudes between 17.6 and 19.7." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Aperture correction for r band:\n", "Correction: -0.06122016906738281\n", "Number of source used: 3680\n", "RMS: 0.00599616115561753\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:129: RuntimeWarning: invalid value encountered in greater\n", " mask &= (stellarity > 0.9)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:131: RuntimeWarning: invalid value encountered in greater_equal\n", " mask &= (mag >= mag_min)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:133: RuntimeWarning: invalid value encountered in less_equal\n", " mask &= (mag <= mag_max)\n" ] } ], "source": [ "# Aperture correction\n", "mag_corr['r'], num, std = aperture_correction(\n", " orig_hsc['rmag_aperture20'], orig_hsc['rmag_aperture40'], \n", " stellarities['r'],\n", " mag_min=17.6, mag_max=19.7)\n", "print(\"Aperture correction for r band:\")\n", "print(\"Correction: {}\".format(mag_corr['r']))\n", "print(\"Number of source used: {}\".format(num))\n", "print(\"RMS: {}\".format(std))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I.c - i band" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/masterlist.py:850: RuntimeWarning: invalid value encountered in greater\n", " mags = magnitudes[:, stellarity > stel_threshold].copy()\n" ] }, { "data": { "image/png": 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9e3bZMYMGDWLChAkHXUhcUlKCtZaYmBhKSkpYvnw5l19+eSDxRUQkACa6Ls6Q\nfWvkTB2NM+wBTIPGXscSqZSACk5aWhqnnnpquVu7Fy1axLp16xgzZgwvv/wyTz75JOPHj6/w9StW\nrGDx4sWkp6czdOhQAHr37k1mZmaFxxcWFjJr1iyys7MpLi5m0qRJAOzdu5fOnTtz0kknBRJfREQC\nZBKScG4dhZtzl7/k3D0RU193skroC2iKqn///syZMwfH2b/Dg+u6XH/99cydO5c9e/Zwww03MG/e\nvGoJe7Q0RXV4GktoCpexhMs4oHaPxa78CvfhEdC8Jc7tYzGRUdWYrvJq82cSykJhiiqgvaji4+P5\n9NNPyz322WeflU0n7dmzhwgtDCUiEnbMcX/AueF2+GEF7pyHsO5eryOJHFZAbaR///489NBDpKen\nl12D89NPP3H77bcD/nVyzj///GoJKiIi3jKnnIG54jrs/DnYBU/ClTdoIUAJWQEVnHbt2jFt2jQ+\n//xzCgsLOfnkk8nMzCQ2Nrbs+Xbt2lVLUBER8Z6TdQluQT429xX/QoDn9vI6kkiFAp5Pio2NpWvX\nrtWRRUREagDz5/6wJR/7wpO4ick4Hbp4HUnkIAEVnL179/Lmm2/y9ddfs23btnLPVWarBhERqfmM\n48D1t2GLt2CffBgbl4g5vo3XsUTKCegi43nz5pGbm0vr1q354Ycf6NixI8XFxfzhD3+ornwiIhKC\nTJ1InJvvhQZNcGeMx677yetIIuUEVHA++ugj7rnnHnr06IHP56NHjx4MHTqUr776qrryiYhIiDL1\nYnFuGQl1InGnjsIWFXgdSaRMQAVn9+7dJCcnAxAZGcmuXbtITU3lxx9/rI5sIiIS4kxyQ5whI+CX\nX3CnjMHu3OF1JBEgwIKTmprK999/D0BGRgYvvPACL730EklJSdUSTkREQp9Jb4lz0zDY8BPuYxOw\npXu8jiQSWMHp169f2SrGffv2ZfXq1Xz66acMGDCgWsKJiEjNYP5wMqbPzfDNF9inpxHAIvki1SKg\nu6hatWpV9n2TJk247777qjyQiIjUTM4Z3XG3bMa+8iwkNsD86RqvI0ktFvA6OJs3b2bNmjWUlJSU\ne7xz585VFkpERGomc+GVUJiPfX0BblIKzpla3V68EVDBWbhwIS+99BJpaWlERkaWPW6MUcERERH/\n1g1X34QtKsT+YyY2IRnTroPXsaQWCqjgvPbaa+Tk5JCWllZdeUREpIYzPh/OgKG4k+7FffwBnDvH\nY445zuuAgn7XAAAgAElEQVRYUssEdJFx/fr1adCgQXVlERGRMGGiY3CG3AdxCbiPjsXmbfA6ktQy\nAd9FNWvWLL7//nvy8/PL/RERETmQiUvEuWUUWBd3yijstmKvI0ktEtAUVWlpKcuXL2fJkiUHPTd/\n/vwqCyUiIuHBNE7FGTQc96H7cB8di3PHeExUlNexpBYIqODMnj2b3r17c8YZZ5S7yFhERORQTKsT\ncW64A3dmDu4TD+IMzMY4Pq9jSZgLaIrKdV26detGdHQ0juOU+yMiInIoJvN0TO8B8MXH2Oce10KA\nUu0CaiYXXXQR//znP/UXU0REAuZ0uxBz3qXY/7yBXfSy13EkzAU0RfXGG29QVFTEwoULqV+/frnn\nHnvssSoNJiIi4cdcei1syce+PA83MRnntLO8jiRhKqCCM3jw4OrKISIitYBxHOh3C7Z4C/apqdj4\nRMyJ7byOJWEooILTunXr6sohIiK1hKlTB2dgNu7EYbiPTcC5awIm7RivY0mY0dXBIiISdKZufZxb\nRkJUDO6UMdjCzV5HkjCjgiMiIp4wSQ38JWfXTtwpo7E7tnsdScKICo6IiHjGpLXAuSkbNq3HnTEB\nu2eP15EkTKjgiIiIp8yJ7TD9hsCKL7FPTcG6rteRJAwEdJHx9u3b+de//sWaNWsoKSkp99zo0aOr\nNJiIiNQezmln4W7Jx778NCSmYC7v53UkqeECKjhTpkyhtLSU008/XVs1iIhIlTLnXwaFm7Fvvoyb\nlIJzdk+vI0kNFlDBWblyJbNnz6ZOnTrVlUdERGopYwz0HoDdUoB9/glsQjIm83SvY0kNFdA1OOnp\n6RQUFFRXFhERqeWM48O5cSi0OBZ39mTs9996HUlqqIDO4LRp04b777+fs846i4SEhHLPnX322VUa\nTEREaicTFYUz+D7cnLtwp43FufsBTONUr2NJDRNQwfn2229JTk7myy+/POg5FRwREakqJjYe55ZR\n/pIzZRRO9gOYuESvY0kNElDBGTlyZHXlEBERKcc0bOI/kzPpHtypY3HuHI+JjvE6ltQQR70OjrUW\n13XL/oiIiFQ1c8xxOAPugp9+wH38QezevV5HkhoioDM4hYWFzJkzh2+++YZffvml3HPz58+v0mAi\nIiIApt2pmKv/hv37DOw/HoM+g/x3XIkcRkBncB5//HEiIiIYMWIE0dHRTJw4kfbt23PjjTdWVz4R\nERGcM8/H9LgC+9+3sP9vgddxpAYIqOCsXLmSm266iRYtWmCMoUWLFtx000289tpr1ZVPREQEANPr\naszp3bCv/AN3ydtex5EQF1DBcRwHn88HQL169di6dStRUVEUFhZWSzgREZFfGWMw194MJ7bDPjMN\n+9XnXkeSEBZQwWnVqhWff+7/C9WuXTsefvhhJk2aRMuWLaslnIiIyIFMRB3/7uNNmuE+lsOeH1Z4\nHUlCVEAFZ/DgwbRu3RqAfv360aZNG5o1a8aQIUOqJZyIiMhvmZi6OENGQr16FI27E1uQ53UkCUEB\nFZx69epRv359ACIjI7nsssu45pprSEzU4ksiIhI8JjEZZ8go7K5duFNGY3ds9zqShJiACs6ePXt4\n7rnnuPnmm+nbty8AX3zxBYsWLaqWcCIiIodiUtNJGDYB8jbgzpiALd3jdSQJIQEVnHnz5vHzzz8z\nZMiQsjUImjVrxltvvVUt4URERA4n8o+nYPoOhhVfYudNw1rrdSQJEQEt9Pfxxx8zdepUoqOjywpO\nUlKS7qISERHPOKd3wy3YhH3lWUhphLnkL15HkhAQUMGJiIg4aFuGrVu3EhsbW6nX5+fnM336dIqK\nijDGkJWVRY8ePcqef/XVV3nmmWeYPXs2cXFxB71+2bJlzJ07F9d16d69O7169QokvoiIhClz4ZWQ\nn4d97XnclIY4Z2R5HUk8FlDBOe2005g2bRr9+vUDYMuWLTz11FN06tSpUq/3+Xz06dOHjIwMdu7c\nybBhw2jbti1paWnk5+ezfPlyUlJSKnyt67rMmTOH4cOHk5ycTHZ2Nu3btyctLS2QIYiISBgyxsA1\nA7Fb8rHPTMcmpmBan+R1LPFQQNfg/OUvf6Fhw4bccccd7NixgyFDhpCYmMif//znSr0+MTGRjIwM\nAGJiYkhNTS2b3po3bx5XX331IfcXWbVqFY0bN6ZRo0ZERETQqVMnli5dGkh8EREJYyYiAudvw6Bx\nGu7MHOzaH72OJB4KeIqqX79+9OvXr2xq6mg3PMvLy2P16tW0atWKpUuXkpSURIsWLQ55fGFhIcnJ\nyWU/Jycn89133x3V7xYRkfD06xo57oQ7caeOwcl+EJOYfOQXStipVMHJz8+v8PGCgoKy7w81tVSR\nkpISJk+eTL9+/fD5fCxcuJDhw4dX+vVHkpubS25uLgA5OTkBZausiIiIanlfL2gsoSlcxhIu4wCN\nJRRVOI6UFPaMeIgt9wzEmXE/iffPwImp503AAITLZwKhMRZjK3FP3ZVXXnnEN5o/f36lfmFpaSkT\nJ06kXbt29OzZk59++okxY8YQFRUF+EtTYmIiEyZMICEhoex1K1eu5IUXXuDee+8FYOHChQD86U9/\nOuLvXL9+faWyBSIlJeWQxa+m0VhCU7iMJVzGARpLKDrcOOz/fYb76BhofRLOoOGYiIAmLYIuXD4T\nqN6xNG3atFLHVerTbt68Obt37+bMM8+kS5cuJCUlHVUoay0zZ84kNTWVnj17ApCens7s2bPLjhk0\naBATJkw46C6qli1bsmHDBvLy8khKSuKDDz7QFhEiInJIpk0m5pqB2KenYZ+dCX0GHfVlFVLzVKrg\nPPDAA/z000+899573HfffaSlpdG1a1c6duxIZGRkpX/ZihUrWLx4Menp6QwdOhSA3r17k5mZWeHx\nhYWFzJo1i+zsbHw+H9dddx3jx4/HdV26detGs2bNKv27RUSk9nG6nIubvwn7+gv+NXJ6VO6mGKn5\nKjVFdSDXdVm+fDn/+c9/WLZsGSNGjCi7MypUaYrq8DSW0BQuYwmXcYDGEooqMw5rLXb2Q9iP38Pc\ncAdOxzODlC4w4fKZQA2aojrQxo0b+frrr/nuu+845phjyjbfFBERCUXGGOg3BFtUgH1qCjYxGXNc\nG69jSTWrVMHZvn0777//Pu+99x4lJSV06dKF0aNHe36FtIiISGWYOnVwBt6Dm3MX7vT7cYY9gGmi\nhWLDWaUKzl//+lcaNmxIly5dOO644wD/mZyNGzeWHdOmjdqwiIiELlOvPs6QEbgThuJOGYVzz4OY\nuESvY0k1qVTBSUhIYPfu3bz99tu8/fbbBz1vjGHatGlVHk5ERKQqmQaNcQaPwJ10D+6j43DuHI+J\nivY6llSDShWc6dOnV3cOERGRoDDHHItz4524MybgPjEJZ2A2xvF5HUuqWEB7UYmIiIQDc1JHzFU3\nwBcfY+fPIcAbiqUGCO1lHUVERKqJc3ZP/xo5/37Fv0bOOZd4HUmqkAqOiIjUWuby/tiCzdgXnsQm\nNcCc0snrSFJFNEUlIiK1lnEcnOtvg4zjcec8hP3+W68jSRVRwRERkVrNREbhDLoXEpJwp43D5lX9\n6vcSfCo4IiJS65nYeJxbRgEWd8oY7LatXkeS30kFR0REBDCNmuIMGg6Fm3FnjMfu2e11JPkdVHBE\nRET2Ma1O9F+Ts+ob7JyHsa7rdSQ5Sio4IiIiBzDtO/vvrvp0CfbleV7HkaOk28RFRER+w5zbC/I3\nYd9ciJvSCOesHl5HkgCp4IiIiPyGMQauuhFbuBn77OPYxAaYdh28jiUB0BSViIhIBYzPhzNgKKRn\n4D7+AHbNKq8jSQBUcERERA7BREXjDL4PYuNxHx2LLcjzOpJUkgqOiIjIYZj4RJwhI2D3btwpo7E7\ntnsdSSpBBUdEROQITNN0nIHZkLcBd8YEbOkeryPJEajgiIiIVII5oS2m72BY8SV23jSstV5HksPQ\nXVQiIiKV5JzeDbdgE/aVZyGlIeaSq72OJIeggiMiIhIAc+GVkJ+HfW0+bnJDnM7neB1JKqCCIyIi\nEgBjDFwzELslH/v3GdikFEzrk72OJb+ha3BEREQCZCIicP42DBqn4T6Wg1272utI8hsqOCIiIkfB\nxNTFGTISomNwp4zBbinwOpIcQAVHRETkKJmkFJzBI2DnDtypY7A7d3gdSfZRwREREfkdTHoGzt/u\nhvVrcGdNxJaWeh1JUMERERH53UybTMw1A+Grz7HPztQaOSFAd1GJiIhUAafLubj5m7CvvwApjTA9\n/ux1pFpNBUdERKSKmF7X+NfIWfiMf42cjmd6HanWUsERERGpIsYY6DcEW1SAfWoKNjEZc1wbr2PV\nSroGR0REpAqZOnVwBt4DKY1xp9+P3bDW60i1kgqOiIhIFTP16uMMGQE+H+6UUditW7yOVOuo4IiI\niFQD06Cxf42cbcW4j47D7irxOlKtooIjIiJSTcwxx+LceCes+R73iUlYd6/XkWoNFRwREZFqZE7q\niLnqBvjiY+z8OVojJ0h0F5WIiEg1c87u6V8j59+v+NfIOecSryOFPRUcERGRIDCX98cWbMa+8CQ2\nqQHmlE5eRwprmqISEREJAuM4ONffBhnH4855CPv9t15HCmsqOCIiIkFiIqNwBt0LCUm408Zh89Z7\nHSlsqeCIiIgEkYmNx7llFGBxp4zBbtvqdaSwpIIjIiISZKZRU5xBw6FwM+6M8dg9u72OFHZUcERE\nRDxgWp3ovyZn1TfYOQ9jXdfrSGFFBUdERMQjpn1n/91Vny5h+9MzvI4TVoJ6m3h+fj7Tp0+nqKgI\nYwxZWVn06NGD559/nk8++QRjDPHx8QwcOJCkpKSDXj9o0CCio6NxHAefz0dOTk4w44uIiFQ5c24v\nKNjEjleexUTF4GiNnCoR1ILj8/no06cPGRkZ7Ny5k2HDhtG2bVsuvvhirrrqKgBef/11XnzxRQYM\nGFDhe4wcOZK4uLhgxhYREak2xhi46kYiS3awa8Ec3Ng4nNO6eR2rxgvqFFViYiIZGRkAxMTEkJqa\nSmFhIXXr1i07ZteuXf4PW0REpJYwjo/420bBCW2xT03FfvmJ15FqPM+uwcnLy2P16tW0atUKgOee\ne46bbrqJ999/nyuvvPKQrxs7dix33303ubm5wYoqIiJS7UydSJyB90BqC9yZOVoI8Hcy1oNdv0pK\nShg5ciSXXnopHTt2LPfcwoUL2bNnD1dcccVBryssLCQpKYni4mLGjRtH//79ad269UHH5ebmlhWg\nnJwcdu+u+tvvIiIiKC0trfL39YLGEprCZSzhMg7QWEJRuIwD9o/FLSqk8J6/4W4rJmn8Y0SkZ3gd\nLWDV+blERkZW6rigF5zS0lImTpxIu3bt6Nmz50HP5+fnM2HCBCZPnnzY91mwYAHR0dFcfPHFR/yd\n69dX/UqRKSkp5OfnV/n7ekFjCU3hMpZwGQdoLKEoXMYB5cdiN2/EnTgMjMEZ9gAmuYHH6QJTnZ9L\n06ZNK3VcUKeorLXMnDmT1NTUcuVmw4YNZd8vXbq0wvAlJSXs3Lmz7Pvly5eTnp5e/aFFRESCzDRo\njHPrSNhVgvvICK12fBSCehfVihUrWLx4Menp6QwdOhSA3r17884777BhwwaMMaSkpJTdQVVYWMis\nWbPIzs6muLiYSZMmAbB37146d+7MSSedFMz4IiIiQWPSjsG5eTjuIyNxp47GuWMcJjrG61g1hifX\n4ASbpqgOT2MJTeEylnAZB2gsoShcxgGHHov94mPcGffDCW1xBt+HiajjQbrA1LopKhEREQmMaXcq\n5trB8PUy7JOPaEuHSgrqFJWIiIgEzjmjO+72YuyLT0H9OOg9QGvGHYEKjoiISA3gnHcp7tYi7Fv/\nhLh4TM+rvI4U0lRwREREaghzWT/YVox95Vnc2AScM8/3OlLIUsERERGpIYzjwLWDsdu3Yf/xGLZ+\nLOaUM7yOFZJ0kbGIiEgNYiIicP56N2Qcjzt7MvabL7yOFJJUcERERGoYExWFM3gENErFnX4/ds0q\nryOFHBUcERGRGsjUq49zyyioH4s7ZTR2U9Wv+VaTqeCIiIjUUCYxGefWUWAt7sMjsEUFXkcKGSo4\nIiIiNZhpnIZzy0jYvg33kVHYHdu9jhQSVHBERERqONPiWJyB2bBxHe6j47C7d3kdyXMqOCIiImHA\ntD4Jc/3t8P03uI8/iN271+tInlLBERERCRNOh86Y3n+FLz7GPj2NWrCf9iFpoT8REZEw4nTrgbut\nCPvq8xAbj7m8n9eRPKGCIyIiEmbMRb39Wzq8+TJuXDzOuX/yOlLQqeCIiIiEGWMM9B4A27ZiX5iL\nWz8ep9PZXscKKhUcERGRMGQcH1x/O3bHduy8qf59q9p28DpW0OgiYxERkTBl6tTx3z7eLAN31kTs\nqq+9jhQ0KjgiIiJhzETXxRkyAhJScB8di123xutIQaGCIyIiEuZMXALObaOhThTuIyOxBXleR6p2\nKjgiIiK1gElp5N+3avcu3IdHYrcVex2pWqngiIiI1BImrQXO4PugcLN/B/KSHV5HqjYqOCIiIrWI\nadUa5693w88/4M6YgN2zx+tI1UIFR0REpJYx7Tpg+g6Gb77AznkI64bfvlUqOCIiIrWQ06k75vL+\n2E+XYJ97Iuz2rdJCfyIiIrWUc96f/PtWvbkQ4hIwF13ldaQqo4IjIiJSi5nL+vm3dPjXs7ixcThn\n9fA6UpVQwREREanFjDFw7c3Y7Vuxz87C1o/DtO/sdazfTdfgiIiI1HLG58MZcBe0PAF39kPYr5d5\nHel3U8ERERERTFQUzs33QeNU/+3jP37ndaTfRQVHREREADD16vtXO64f618IcOM6ryMdNRUcERER\nKWMSknFuHQ3G+PetKirwOtJRUcERERGRckzjVJxbRsL2bbiPjML+st3rSAFTwREREZGDmOatcAbd\nA5vW4U4bi921y+tIAVHBERERkQqZE9vhXH87fP8t7qyJ2NJSryNVmgqOiIiIHJJp3xnzl7/Cl59g\nn55WY7Z00EJ/IiIicljOWT1w9612TFw85vL+Xkc6IhUcEREROSLT80rYt2+VGxuPc96lXkc6LBUc\nEREROSJjDFx1o3/fqhefwq0fj3NGd69jHZIKjoiIiFSKcXxw3W3YX7Zhn34UWz8W0+5Ur2NVSBcZ\ni4iISKWZOnVwBmZDswzcWQ9gv/va60gVUsERERGRgJjouv6FAJMa4D46Frv2R68jHUQFR0RERAJm\nYuNxbhsNUVH+1Y7zN3kdqRwVHBERETkqJrmhf9+qPbtwHx6J3VrkdaQyKjgiIiJy1Exqc5zB90FR\nvn8H8p07vI4EBPkuqvz8fKZPn05RURHGGLKysujRowfPP/88n3zyCcYY4uPjGThwIElJSQe9ftmy\nZcydOxfXdenevTu9evUKZnwRERGpgGnVGuevd+NOH487437smKleRwpuwfH5fPTp04eMjAx27tzJ\nsGHDaNu2LRdffDFXXXUVAK+//jovvvgiAwYMKPda13WZM2cOw4cPJzk5mezsbNq3b09aWlowhyAi\nIiIVMG07YPoOwc59hOIpY7F9h/jXzvFIUAtOYmIiiYmJAMTExJCamkphYWG5krJr164K/wdZtWoV\njRs3plGjRgB06tSJpUuXquCIiIiECKfT2bg7thHdrAWlHpYb8HChv7y8PFavXk2rVq0AeO6551i8\neDF169Zl5MiRBx1fWFhIcnJy2c/Jycl89913Fb53bm4uubm5AOTk5JCSklLl+SMiIqrlfb2gsYSm\ncBlLuIwDNJZQFC7jgDAay1XXExERQbTHO497UnBKSkqYPHky/fr1o27dugD07t2b3r17s3DhQhYt\nWsQVV1xx1O+flZVFVlZW2c/5+fm/O/NvpaSkVMv7ekFjCU3hMpZwGQdoLKEoXMYBGktlNW3atFLH\nBf0uqtLSUiZPnkyXLl3o2LHjQc936dKFjz766KDHk5KSKCgoKPu5oKCgwguRRURERIJacKy1zJw5\nk9TUVHr27Fn2+IYNG8q+X7p0aYXtrGXLlmzYsIG8vDxKS0v54IMPaN++fVByi4iISM0S1CmqFStW\nsHjxYtLT0xk6dCjgn5p655132LBhA8YYUlJSyu6gKiwsZNasWWRnZ+Pz+bjuuusYP348ruvSrVs3\nmjVrFsz4IiIiUkMEteCccMIJLFiw4KDHMzMzKzw+KSmJ7Ozscscd6lgRERGRX2klYxEREQk7Kjgi\nIiISdlRwREREJOyo4IiIiEjYUcERERGRsKOCIyIiImFHBUdERETCjgqOiIiIhB1jrbVehxARERGp\nSp7sJh5s69evr/L31K6voUljCT3hMg7QWEJRuIwDNJbKCtndxEVERESqmwqOiIiIhB0VHBEREQk7\nKjgiIiISdlRwREREJOyo4IiIiEjYUcERERGRsKOCIyIiImFHBUdERETCjgqOiIiIhB0VHBEREQk7\ntWIvKhHxht1WzJ5tWyA20esoIlLLqOCISJWyWwqwn/8P+9n/YOVXFFoXc/VNOGdd4HU0EalFVHBE\n5HezmzfuLzXff+t/sEkzzAWXU2fTz+z+x2O4Ph9Ol3O9DSoitYYKjogcFbvhZ+xn/8N+9gH89IP/\nwfQMTK9rMJmnY5o0AyAhPo68MXdgn5mO6zg4Z2R5mFpEagsVHBGpFGst/PzDvlLzP9jws/+Jlidg\n/twfc/LpmAaND3qdqROJMzAbd9o47LxHcR0fzundgpxeRGobFRwROSTrurB6pb/UfP4/2LwRjAPH\n/QFz1gX+UpOYfMT3MXUicQbdi/voWOzcKf4zOR3PDMIIRKS2UsERkXLs3r3w3Vf7Ss2HUFQAvgg4\nsR3mgssxJ3XExMYH/L4mMgrn5vtwHx2DnfOwv+R06FINIxARUcEREcCW7oFvlvsvFP78Q9i+FSIj\n4Q+ZmMxrMW07YOrW/92/x0RF4dw8HHfqaOzsyVjHhzmlUxWMQESkPBUckVrK7toFX33mLzVfLIWd\nv0B0jL/MZHaCNpmYqOgq/70mOgZnyAjcR0bhPvEgjnM35uTTqvz3iEjtpoIjUovYnTuwy5f6r6f5\n8lPYvQvqxWIyT8Oc3Alat8PUiaz2HCa6Ls4to3AfHoE76wGcm4Zh2p1a7b9XRGoPFRyRMGe3b8V+\n8bH/zqevP4fSUohPxHQ6G3Py6XBcG0xE8P9VYGLq4tw62l9yZubgDLwH88f2Qc8hIuFJBUckDNni\nLdjPP/SvUbPiS3BdSGqAOetCTObp0PJ4jOPzOiambj1/yXnoPtwZE3AG3Ytpk+l1LBEJAyo4ImHC\nFuTtX6Pm+2/AWmiUijnvUn+pad4KY4zXMQ9i6tXHuX0M7uThuDPux7l5OKb1SV7HEpEaTgVHpAaz\nG9f5LxL+9ANYs8r/YFoLzEW9/aWmaXpIlprfMvVicW4bizv5Xtzp43AGj8Cc0NbrWCJSg6ngiNQg\n1lpY9+P+MzXr1vifOOY4zGV9/VskNGzqbcijZGLjcO4YhzvJvyCgc8tIzHFtvI4lIjWUCo5IiLPW\nwo/f7d/3KW8DGAPHtsZcdSPm5NMwSQ28jlklTGw8zh1jcR+8F3fqGJxbR2FatfY6lojUQCo4IiHI\nunvZ/dXnuO8u8t/SXZgPPh8c3xZz3p/8qwnHJXods1qYuMT9Z3IeGY1z22hMyxO8jiUiNYwKjkiI\nsau+xp31IFuKCiCiDvzhZMwl12DadcDUi/U6XlCYhKR9Jece3CmjcG4bgznmOK9jiUgNEjIFZ9my\nZcydOxfXdenevTu9evUq97y1lrlz5/L5558TFRXFwIEDycjI8CitSPWwn/0Pd/ZkSEwh/o4xbGtx\nHCa6rtexPGESk3HuGO8vOQ+PxLljLKZ5K69jiUgN4XgdAMB1XebMmcM999zDww8/zJIlS1i7dm25\nYz7//HM2btzI1KlTGTBgALNnz/YorUj1cN99HXdmDjQ7BmfYA0R3zqq15eZXJikF547xULce7kMj\nsD9973UkEakhQqLgrFq1isaNG9OoUSMiIiLo1KkTS5cuLXfMJ598QteuXTHGcNxxx/HLL7+wZcsW\njxKLVB1rLe7LT2OfnQltO+DcPg4TG+d1rJBhkhvg3DkeomP8Jefn1V5HEpEaICSmqAoLC0lOTi77\nOTk5me++++6gY1JSUsodU1hYSGLiwRda5ubmkpubC0BOTg6PPfZYlWd2HAfXdav8fb2gsXjHui67\nPv4vpT+uok7L44k0iZgnnwRq3lgOparG4SYfx853X4fr+xDT7QKchKQqSBeYcPlMIHzGEi7jAI2l\nssaOHVup40Ki4FS1rKwssrKyyn6+6aabqvx3pKSkkJ+fX+Xv6wWNxRu2ZAfuzIkQuQMz9E7MhVeW\nW5SvJo3lcKpyHLZvH9xJ98Dmb3H6jsc0Ta+S962scPlMIHzGEi7jAI2lqoXEFFVSUhIFBQVlPxcU\nFJCUlHTQMQf+j1XRMSI1hd26BXfScPjmC8y1N+P0vKpGrDjsNdOoKc4d48BxcCcPx25Ye+QXiUit\nFBIFp2XLlmzYsIG8vDxKS0v54IMPaN++/K7C7du3Z/HixVhrWblyJXXr1q1wekok1NlN63En3AUb\nfsYZdC9Ol3O9jlSjmMZp/pJjrb/kbFrvdSQRCUEhMUXl8/m47rrrGD9+PK7r0q1bN5o1a8Zbb70F\nwLnnnsvJJ5/MZ599xpAhQ4iMjGTgwIEepxYJnF29EnfqGACcO8drbZejZJo0278Y4KR7cYbej2nY\nxOtYIhJCQqLgAGRmZpKZmVnusXPP3f9ftsYYbrjhhmDHEqkydvlS3FkPQHwizi2jMI1q5p5RocKk\nNvdv6zBpOO7ke3HuvB/ToLHXsUQkRITEFJVIuHP/+xbu9PHQpBnOsIkqN1XEpB2Dc/sYKCnxT1cV\n/H/27js8qirx//j7XBIIJaSCAgEVEJEi0osUCYiKqNiRFQVddUWNwFpAF2kWiggiXSzgflVAF+zi\njxhisUAAACAASURBVCJSNYAIilIti4hAGjUEcs/vj9llRYoXkuHOTD6v5+F5kjs3M5/zDAyf3HLO\nDr8jiUiIUMERCSJrLe77b2GnjYUL6wVOS0XoGlJ+MVWqBUrO/n24zz2BzdzpdyQRCQEqOCJBYvPz\nsa+Pw773BqZ5Ks4D/TExJf2OFZHMOdVxeg+CfXsCJScr489/SEQimgqOSBDYgwdxJzyLXfQppuNN\nmB4PYaJC5pK3iGTOq4Hz0EDYkxMoOdmZfkcSER+p4IgUMrtnN+7IJ2BNOqbr33Cu66Y5bs4QU60m\nzkMDICczcE1OjpZzESmqVHBECpHduR136KOw9Uecv/XFadvR70hFjqleCyftScjcGSg5u7P9jiQi\nPlDBESkk9qfNgXKzdzdOn8GYBs39jlRkmRp1AiUn4zfc5/tj9+z2O5KInGEqOCKFwH77Fe6IxyEq\nOnAbePVafkcq8swFdXEe6A87fg2UnL0qOSJFiQqOSAG5yxbgvjgYyp2F0284pkJlvyPJf5gL6+Hc\n/wRs34o76knsvr1+RxKRM0QFR+Q0WWtxP34H+8ooOL82ziPPYuKT/I4lf2Bq18fp2Q+2/RwoOftV\nckSKAhUckdNg3Xzsm5Ox/5qKadIa56EBmFKl/Y4lJ2DqNsL5W1/Y+iPu6IHY/fv8jiQiQaaCI3KK\n7KE83EkjsAs+xHS4DnNXH0xUtN+x5E+Yek1w7n0Uft6MO2YQNne/35FEJIhUcEROgd23F3fUk/DV\nMswtd+Hc1APj6J9RuDD1m+Hc/Qj8sAH3hcHY3AN+RxKRINEns4hHNmMn7rDH4IcNmLsfwWl/rd+R\n5DSYhi0wf30YNn+P++Jg7MFcvyOJSBCo4Ih4YLf+GJjjJjsTp9cgnMYt/Y4kBeA0bom5qzds/A73\nxSHYgwf9jiQihUwFR+RP2O/X4A7vC4Dz6LOYC+r6nEgKg9O0DabHQ7DhG9xxT2HzVHJEIokKjshJ\nuOmLcF8YCPFJgTluUs71O5IUIqd5W8wdafD9msDiqIfy/I4kIoVEBUfkBNz/9y528gg4rwbOY8Mw\nieX8jiRB4FzSDtPtfvhmFe6EodhDh/yOJCKFQAVH5A+s6+LOeBk742Vo0AKn92BM6TJ+x5Igclp1\nwNzWE9auwJ00DHtYJUck3KngiPyOPXQIO2Uk9v+9i2l7Fc69j2Cii/sdS84Ap80VmK73wtdf4r70\nHPbwYb8jiUgBqOCI/Ifdvw/3hYHY9EWYG+7A3HoPxinmdyw5g5y2V2Fu+SusWhYouvn5fkcSkdNU\noIIze/bswsoh4iubnYE7oh9sWoe5szfOFTdgjPE7lvjAaX8N5qY7sSuXYF9+XiVHJEwVqOB89913\nhZVDxDf213/jPvso7PwNJ+1JnOZt/Y4kPnM6dMbccAc2fRH2tRewrkqOSLiJKsgP9+vXr7ByiPjC\nblyHO/YpiIrCefQZTJVqfkeSEOFccQNufj529j/BONA9ze9IInIKPBcc13XZsGEDWVlZJCQkUKNG\nDRytwSNhzK5ahjtlJCSWC6wGXu5svyNJiHGuuhnXdbHvvQHFimF7D/A7koh45Kng/PTTT4wYMYJD\nhw6RmJhIZmYm0dHRPPzww5x77rlBjihS+NwFH2HfnBSY4+aB/pjYsn5HkhDlXN0F183HfjCdvUnl\noFMXvyOJiAeeCs6ECRO4/PLL6dSpE8YYrLV8+OGHTJgwgWHDhgU7o0ihsdZiZ72O/fhtqNcE5+5H\nMCVK+B1LQpy5pitk7GD/x2/jpHbClNK8SCKhztM5pl9//ZWrrrrqyF0lxhg6duzI9u3bgxpOpDDZ\nw4exr47Gfvw2plUHnPv6qdyIJ8YYTNtOkJeHXbHY7zgi4oGnglO/fn1WrFhx1LYVK1ZQv379oIQS\nKWw2dz/u2CHYZQsw13bFdLsfU0xz3MgpOLc6xVLOxS6d73cSEfHA0ykq13UZPXo0VatWJSkpiYyM\nDLZs2UKjRo0YO3bskf0eeOCBoAUVOV12dxbumCHw7y2Y2x/AadXB70gShowxlEztyN5p47G/bcOc\nVdHvSCJyEp4KTuXKlalcufKR71NSUqhXr17QQokUFvvbNtzRA2B3Ns4D/8DUbeR3JAljMW0uZ+/r\nE7FL52Ouu83vOCJyEp4Kzk033RTsHCKFzv6wAXfMYACch5/GnFfD50QS7oolloNa9bDLF2Cv7YrR\nVBkiIcvzPDiHDx9m27Zt7N69+6jtderUKfRQIgVl16TjThoOcQk4vQZiyut0ghQO06Id9qXnYP1a\nuFBHskVClaeC8/333/P8889z6NAhDhw4QMmSJcnNzSUpKemoa3BEQoG76FPsP8dD5ao4af0xZRP8\njiQRxFzcFFuydOA0lQqOSMjydHx16tSpXHPNNbz66quULFmSV199lRtuuIEOHXSxpoQOay17p7+C\nnTYWal0cOC2lciOFzBQvgWl0CXbVUmzufr/jiMgJeCo427Zto2PHjkdt69y5Mx9++GFQQomcKmst\n9o1J7HtrCqZFO5z7/4GJKel3LIlQpkU7yDuIXbnM7ygicgKeCk6pUqU4cOAAAPHx8WzdupW9e/eS\nm5sb1HAiXtnPPsJ+9hGlru2K6Z6GiSrQOrIiJ1etJpSviF06z+8kInICngpO06ZN+eqrrwBo27Yt\ngwYNom/fvjRr1iyo4US8sJu+w06fAhc1psztPY/MuC0SLMYYTPO2sOEb7E7N6C4Sijz9mtu9e/cj\nX19zzTXUqFGDAwcOaC4c8Z3dnYU7aVhgRfC7euu2XTljTPNU7HtvYJd/hrlaC3CKhJrT+t+gZs2a\n1K9fH0f/mYiPbH4+7uTnYN/ewLpSWgBRziCTVA4uqItdNh9rrd9xROQP1FAkbNlZ02D9WsxtPTGV\nz/M7jhRBpnkq7NwOG9f5HUVE/kAFR8KSXbkUO2cW5tIrcVqk+h1HiijTsAWUKIldpgU4RUKNCo6E\nHfvrVtzXXoDzamBu/qvfcaQIMyViMA1bYFcsxh486HccEfkdFRwJKzb3AO6EZyG6OM7f+mKio/2O\nJEWcaZEKuQewX2lOHJFQUqCC8+yzzxZWDpE/Za3FTn0Rtv+Cc/fDmMRkvyOJwPm1Iam8TlOJhJgC\nFZyaNWsWVg6RP2XnvYddsRhzXTetASQhwzhO4GLj777GZu70O46I/EeBCs51111XWDlETspu+BY7\n81Wo3wxzxfV+xxE5imneFqzFLv/M7ygi8h+eCs7w4cNZtmwZeXl5wc4jcgybnYk7eTgkn43T/SHN\nVCwhx5SvAOfX0pw4IiHEU8GpVasW7733HnfffTdjx45l9erVuK4b7Gwi2MOHcScNhwP7cXr2w5Qq\n7XckkeMyzVNh+y+wZb3fUUQEj0s1dOrUiU6dOvHrr7+yePFipk6dyt69e2nevDl33nlngQLs3buX\nUaNGsXPnTsqVK0fv3r0pU+bYGWnHjx/PqlWriIuLY+TIkQV6TQkf9p3XYNM6zF//jql0jt9xRE7I\nNGqJfWsydtl8TDVdnyjit1O6BqdChQrcdNNNPPTQQ5xzzjnMmTOnwAFmz55N3bp1GTNmDHXr1mX2\n7NnH3e/SSy/l8ccfL/DrSfhw0xdh576HaXc1TtM2fscROSlTshSmfnNs+iLsIZ3OF/Gb54Kzfft2\n3nnnHfr06cNTTz3F2WefzaBBgwocID09nTZtAv95tWnThvT09OPuV6tWreMe2ZHIZH/5OXBLePUL\nMTd29zuOiCemRSrs34dd/aXfUUSKPE+nqPr168e2bdto1KgR3bp146KLLqJYsWKFEiAnJ4eEhAQA\n4uPjycnJKZTnlfBlD+wPTOZXIgbn3kcxUZrMT8JEzYsgPikwJ07jln6nESnSPBWcq6++mkaNGlG8\nePHTepEhQ4aQnZ19zPYuXboc9b0xplDukJk7dy5z584FYOjQoSQnF/6EcFFRUUF5Xj+E0listeQM\nf56DO7eTMHgMxatfcEo/H0pjKahIGUukjAO8jWVPu6vYP+v/SHCgWAhPRhkp70ukjAM0lkLP4GWn\nFi1asGfPHpYvX05WVhbXXnstmZmZWGtJSkr605/v37//CR+Li4sjKyuLhIQEsrKyKFu2rPf0J9C+\nfXvat29/5Ptdu3YV+Dn/KDk5OSjP64dQGos751/Y5Z9hbrqT3WdVhlPMFUpjKahIGUukjAO8jcVe\n3AzemUbGx7NwLg/ducIi5X2JlHGAxuJVxYoVPe3n6RqcdevW0atXLxYtWsQ777wDBK7Jeemll04/\n4X80atSIhQsXArBw4UIaN25c4OeU8GS/X4N9Zxqm4SWYy671O47IaTFnp8B5NTQnjojPPBWc1157\njV69evHEE08cufamevXqbN68ucABOnfuzJo1a0hLS2Pt2rV07twZgMzMzKPWuho9ejT/+Mc/2LZt\nG3/729+YP1/rvkQSm7kLd/IIOKsipvuDmsxPwppp0Q5++Ql+3uJ3FJEiy9Mpqp07d1K3bt2jfzAq\nivz8/AIHiI2N5cknnzxme2JiIv369Tvyfa9evQr8WhKa7OFDuJOGQV4eziP9MDGl/I4kUiCmcSvs\n9CnYpfMw51TzO45IkeTpCE5KSgqrV68+atvatWupUqVKUEJJ0WJnvAxb1uP0SMNUqOx3HJECM6XL\nYOo1wX65EHv4kN9xRIokT0dwunXrxrBhw6hfvz55eXlMnjyZlStX8sgjjwQ7n0Q4d/kC7IKPMB06\nYxpe4ncckUJjLmmHXbkE1q6E+s38jiNS5HgqODVq1GDEiBEsWrSImJgYkpOTeeaZZzzdQSVyInbr\nD9jXx0GNOpjr7/A7jkjhqlUf4hJwl86jmAqOyBn3pwXHdV0GDx7ME088wbXX6s4WKRx2/17cCUOh\nVBmcex/BFNLEkSKhwhQrhmnaBjvvfeyeHExsnN+RRIqUP70Gx3EcduzYodsdpdBY18V9ZTRk7MC5\n9zFM2QS/I4kEhWmeCvn52C8/9zuKSJHj6SLjG2+8kZdeeomdO3fiuu5Rf0ROlf34bfj6S8xNd2Gq\nX+h3HJGgMSnnQpVq2KXz/I4iUuR4ugZn0qRJAHz++bG/hUyfPr1wE0lEs+u+wr77BqZJa0zqVX7H\nEQk60yIV+9ZL2K0/BgqPiJwRngrO2LFjg51DigCbsRP3peegYmXM7Q9oMj8pEkyTNtiZr2KXzcfc\ndKffcUSKDE8Fp1y5ckBgIcQ9e/YQGxur/5zklNhDh3AnDoX8fJy/9cWUiPE7ksgZYWLLQt1G2OWf\nYa+/QxfUi5whngrOvn37eOWVV1i2bBn5+flERUXRrFkzevToQZkyZYKdUSKAfesl+HEjTs/HMWdX\n8juOyBnltEjFXb0cvl0FF2m9PZEzwdNFxuPHjycvL4/hw4czbdo0hg0bxqFDhxg/fnyw80kEcJfM\nxX7+CebKGzCaD0SKoroNoUxZ7FKtoSdypngqON988w0PPvggKSkplChRgpSUFO6//37WrVsX7HwS\n5uzPm7H/NxEurIe59ja/44j4wkRFB+bE+foL7L49fscRKRI8FZxKlSqxY8eOo7bt2rWLihUrBiWU\nRAa7b09gMr8yZXHufljXHkiRZpqnwuHD2PRFfkcRKRI8XYNTp04dnn76aVq1akVycjK7du1i0aJF\ntG7dmvnz/3fINTU1NWhBJbxY18Wd8jxkZeA8+qxmcRWpUhUqnRM4TXVpR7/TiEQ8TwVn48aNnH32\n2WzcuJGNGzcCcPbZZ7NhwwY2bNhwZD8VHPkv+8F0+GYl5i/3Yape4HccEd8ZYwJz4sx8FfvrVkyF\nFL8jiUQ0TwVnwIABwc4hEcSuXYn94C1M87aYNlf4HUckZJiml2LfmYpdNk8LzIoEmadrcES8sju3\n404ZCZXOxfylp+ZLEvkdE5cAtRtgl32GdfP9jiMS0VRwpNDYvIO4E4cBFue+vpgSJfyOJBJynBap\nkJ0B363xO4pIRFPBkUJhrcW+MRF+3oxzZx9M+Qp+RxIJTfWaQKnSmhNHJMhUcKRQ2EWfYpfMw3S6\nBVNPM7WKnIiJLo5p0hq7ehl2/z6/44hELE8FZ+vWrWRnZwOQm5vLjBkzmDlzJgcPHgxqOAkP9oeN\n2DcnQe36mKu7+B1HJOSZ5qmQl4dducTvKCIRy1PBeeGFF9i/fz8A06ZN47vvvmPjxo1Mnjw5qOEk\n9Nk9uwOLaMYl4vz17xhHk/mJ/KnzasDZlXSaSiSIPBWcHTt2ULFiRay1fPnll/Tu3Zs+ffrw9ddf\nBzufhDDr5uNOeQ52Z+P87TFMmbJ+RxIJC4E5cdrBpnXYHdv8jiMSkTwVnOLFi3PgwAE2bdpEcnIy\nZcuWJTo6mkOHDgU7n4Qw+96bsG41puu9mHPP9zuOSFgxTS8FY7DLFvgdRSQieZro75JLLmHw4MEc\nOHCAK64ITNz2ww8/UL58+aCGk9Blv/4S++EMTMvLcFp18DuOSNgxiclwYT3ssgXYq2/FOLrnQ6Qw\neSo43bt35+uvv6ZYsWLUqVMHCBxiveMOzcRZFNkd23BfHgXnVMd0vdfvOCJhy7Roh50yEjZ+CxfU\n9TuOSETxVHC+/PJLGjRoQFTU/3avVq1a0EJJ6LIHDwZWCHecwHU30cX9jiQStszFzbAxJQNTLKjg\niBQqT8dEZ86cyd13383EiRP55ptvgp1JQpS1FvvPcfDLT4E7ppLP8juSSFgzJUpgGrXErlqKzT3g\ndxyRiOLpCM6IESPYunUrixcvZtKkSRw6dIgWLVrQsmVLqlatGuyMEiLsZx9jl3+GubYrpk4Dv+OI\nRATToh128f/DrlqGaZHqdxyRiOH5qraUlBS6dOnCiy++SJ8+ffj555/p169fMLNJCLGbv8dOnwJ1\nG2E63ux3HJHIUf1CKHc2duk8v5OIRBRPR3D+a9euXSxdupTFixezc+dO2rZtG6xcEkLs7uzAIpqJ\nyTh39dHdHiKFyBiDaZ6Kfe8NbMYOTJLuThUpDJ4Kzpw5c1i8eDE//fQT9evX58YbbzzmomOJTDY/\nH3fyCNi3B6fvcEzpMn5HEok4pnnbQMFZtgDT6Ra/44hEBE8NZdWqVVx22WU0adKEmJiYYGeSEGJn\n/xPWr8X06IWpouutRILBJJ8FF9TFLpuPvepmjDF+RxIJe57ONfTr14/WrVur3BQxdtUy7CfvYNpc\ngaOLH0WCyjRPhR2/wubv/I4iEhF0MYUcl93+C+6ro+G8Gphb7vY7jkjEMw1bQIkYLcApUkhUcOQY\nNvcA7oRnISr6P5P5RfsdSSTimZiSmAbNsSsWY/MO+h1HJOyp4MhRrLXYaWPh16049zyCSSzndySR\nIsM0T4UD+7FfLfc7ikjYU8GRo9j5H2DTF2Guuw1zYT2/44gULRfUhcRy2GU6TSVSUJ7uotqxYwdv\nvvkmP/74I7m5uUc9NmHChKAEkzPPblyHnfkKXNwMc8UNfscRKXKM4wRuGf/obWxWBiYhye9IImHL\nU8F54YUXOOuss7j99tspUaJEsDOJD2xOFu6k4ZB0Fk6Ph3SbqohPTPNU7IczAsuiXKlfNEROl6eC\ns3XrVoYMGYKjGWwjkj18GHfycDiwD6fXQEyp0n5HEimyzFkVofqFgTlxrrhev2yInCZPjeXCCy/k\nxx9/DHIU8cve18fDhm8xtz+ASTnX7zgiRZ5pngq//ht+3Oh3FJGw5ekITrly5Xj66adp0qQJ8fHx\nRz12yy2aVjycuemL2f/eW5jUTjhN2/gdR0QA06gl9q2XsEvnY86r4XcckbDk6QjOwYMHadiwIfn5\n+WRkZBz1R8LcD+uJrlkXc1MPv5OIyH+YUqUx9Zthv/wce+iQ33FEwpKnIzg9e/YMdg7xiXPzXSTE\nxpKxZ4/fUUTkd0zzVOyXn8OadGjYwu84ImHnhAVnx44dlC9fHoDffvvthE9w1llnFX4qOaNMiRKg\ngiMSWmrVg/hE3KXzKKaCI3LKTlhwHn74YaZNmwZAWlraCZ9g+vTphZ9KRKSIM04xTLO22E9nYXdn\nYcom+B1JJKycsOD8t9yASoyIiB9Mi1TsJ+9gv/gcc9m1fscRCSua2EZEJESZCpXh3POxS+f5HUUk\n7Hi6yDg/P585c+awbt069vzhWo1BgwYVKMDevXsZNWoUO3fupFy5cvTu3ZsyZcoctc+uXbsYN24c\n2dnZGGNo3749HTt2LNDrioiEA9OiHfaNidift2CqVPU7jkjY8HQEZ+rUqcydO5datWqxZcsWmjZt\nSk5ODrVr1y5wgNmzZ1O3bl3GjBlD3bp1mT179jH7FCtWjG7dujFq1Ciefvpp5syZw9atWwv82iIi\noc40aQVRUVqAU+QUeSo4X3zxBY8//jgdO3akWLFidOzYkUceeYRvv/22wAHS09Np0yYwwVybNm1I\nT08/Zp+EhASqVg385lKyZEkqVapEZmZmgV9bRCTUmdKxcFET7BcLsYcP+x1HJGx4Kjh5eXkkJQVW\ntS1evDgHDx6kUqVKhbJ8Q05ODgkJgbsD4uPjycnJOen+O3bs4IcffqB69eoFfm0RkXDgtGgHe3Lg\nm5V+RxEJG56uwalUqRKbN2+mevXqVK1alZkzZ1KyZEkSExM9vciQIUPIzs4+ZnuXLl2O+t4Yc9KF\n5XJzcxk5ciTdu3enVKlSJ9xv7ty5zJ07F4ChQ4eSnJzsKeepiIqKCsrz+kFjCU2RMpZIGQf4Nxbb\n5jJ2vT6W6JVLiG9/VaE8Z6S8L5EyDtBYCj2Dl526d+9+ZCXxO+64gylTpnDgwAHuueceTy/Sv3//\nEz4WFxdHVlYWCQkJZGVlUbZs2ePud/jwYUaOHEmrVq1o2rTpSV+vffv2tG/f/sj3u3bt8pTzVCQn\nJwflef2gsYSmSBlLpIwD/B2Lbdyagws+ZOePWzBljv85eSoi5X2JlHGAxuJVxYoVPe3nqeD8/nRQ\nhQoVTlpYTlWjRo1YuHAhnTt3ZuHChTRu3PiYfay1TJw4kUqVKtGpU6dCe20RkXBhLknFzn0X++Xn\nmFR9Dor8GU8F55tvvjn+D0dFkZSURLly5U47QOfOnRk1ahTz588/cps4QGZmJpMmTaJfv36sX7+e\nzz//nCpVqvDII48AcOutt9KgQYPTfl0RkXBiUs6Dyudhl84HFRyRP+Wp4EyYMIGsrCwAYmNjj8yF\nExcXR3Z2NlWqVKFXr15UqFDhlAPExsby5JNPHrM9MTGRfv36AVCzZk1mzJhxys8tIhJJTItU7PSX\nsb/8jKlUxe84IiHNU8FJTU1l//793HLLLRQvXpy8vDxmzJhBqVKl6NixI9OmTWPKlCmFeupKRESO\nZpq0wb79GnbZPMyNPfyOIxLSPN0m/tFHH9G1a1eKFy8OBG4V79KlCx9++CExMTHcfvvtbNmyJahB\nRUSKOlM2Huo0xC5fiM3P9zuOSEjzVHBiYmLYvHnzUdu2bNlCiRIlAk/iaEkrEZEzwWmRCjmZsG61\n31FEQpqnU1Q333wzTz31FI0aNSIpKYmMjAxWrlzJnXfeCcDatWv/9NZtEREpBBc1hjKx2GXzMXUb\n+p1GJGR5Kjht2rShWrVqLF++nKysLCpWrMj1119PSkoKAA0bNqRhQ/1DExEJNhMVjWncGrvoU+z+\nvZhSZf78h0SKIE8FByAlJYUbb7wxmFlERMQD0yIVu+BDbPpiTJsr/I4jEpJ08YyISLg5pzpUrKIV\nxkVOQgVHRCTMGGMwLVJh8/fY7b/4HUckJKngiIiEIdP0UjCOjuKInMApFZxdu3axYcOGYGURERGP\nTHwi1K6PXb4A67p+xxEJOZ4Kzq5du+jfvz+9e/dmyJAhACxfvpyJEycGNZyIiJyYaZEKmbtg/Vq/\no4iEHE8FZ/LkydSvX5+pU6cSFRW48eqiiy5izZo1QQ0nIiInZi5uCiVLY5fO8zuKSMjxVHA2bdpE\n586dj5qxuFSpUuzfvz9owURE5ORMdHFM41bYVcuwufo8Fvk9TwUnLi6O7du3H7Vt69atJCcnByWU\niIh4Y1qkQt5B7MqlfkcRCSmeCs7VV1/NsGHDWLBgAa7rsnjxYkaNGsW1114b7HwiInIyVS+A8hV1\nmkrkDzzNZJyamkpsbCxz584lKSmJhQsXcsstt9CkSZNg5xMRkZP475w4dvY/sTu3Y8qd7XckkZDg\neamGxo0b07hx42BmERGR02Cat8W++3/YZQsw19zqdxyRkHDCgjN/vrfJo1JTUwstjIiInDqTWA5q\nXoRdNh/b6RaMozlcRU5YcBYtWnTka2st69evJz4+nqSkJDIyMsjOzqZmzZoqOCIiIcC0SMW+PAo2\nrYMadfyOI+K7ExacAQMGHPn6lVdeoXHjxlx11VVHtn300UfH3FklIiL+MPWbY0tMxC6dj1HBEfF2\nF9WiRYu48sorj9p2xRVXHHWUR0RE/GNKxGAatcCuWII9mOt3HBHfeSo48fHxrFix4qhtK1asoGzZ\nskEJJSIip860aAcHD2C/WuZ3FBHfebqLqkePHowcOZL33nuPpKQkdu3axdatW+nTp0+w84mIiFfV\na0HyWdil86FZW7/TiPjKU8G56KKLePHFF1m9ejWZmZk0aNCABg0aEBsbG+x8IiLikXGcwC3jH0zH\nZu4M3F0lUkR5ngenbNmytG7dOphZRESkgEzzVOz7bwXmxLnqZr/jiPjGU8F58sknMcYc97FBgwYV\naiARETl9ptzZUKM2dtkCbMebTvjZLRLpPC/V8HvZ2dksWLCAVq1aBSWUiIicPtM8FTv1RdiyHqrV\n9DuOiC88FZxLL730mG3NmjVj/Pjx3HjjjYWdSURECsA0ugT75uTAnDgqOFJEnfZ83omJifz000+F\nmUVERAqBiSmFadAcm74IeyjP7zgivvB0BOeP61Ll5eXxxRdfUKNGjaCEEhGRgjHNU7HLP8Ou/gLT\nWJcTSNHjqeD8ccbiEiVKcMEFFxy1dIOIiISQmnUhMTkwJ44KjhRBngrO79elEhGR0GecYphmlgFH\nnAAAIABJREFUbbEfv4PNzsTEJ/odSeSM8nQNTo8ePY67/a9//WuhhhERkcJjmrcF62K/+MzvKCJn\nnKeCk5+ff8y2w4cP47puoQcSEZHCYc5OgWo1sUvnY631O47IGXXSU1T/neDv0KFDx5ymysjI0EXG\nIiIhzjRPxf5zPPy8Gc6p7ncckTPmpAXnvxP8bdq0ibZt/7dwmzGGuLg46tSpE9x0IiJSIKZxS+xb\nL2GXzMOo4EgRctKC898J/s4//3wqVap0JvKIiEghMqXKYOo3w6Z/jr35TkxUtN+RRM6IExaczz//\n/MjimuvXr2f9+vXH3e+PyziIiEhoMc1TsemLYM0KaNDc7zgiZ8QJC86SJUuOFJw/zoPzeyo4IiIh\nrtbFEJeAu3QexVRwpIg4YcHp16/fka81D46ISPgyxYphml2Knfsedk8OJjbO70giQXdKa1Hl5OTw\n22+/HfVHRERCn2neDvLzsV8s9DuKyBnhaSbj1atXM2HCBLKzs495bPr06YUeSkRECpepVAXOqY5d\nOg/aX+N3HJGg81RwXn75ZW644QYuvfRSihcvHuxMIiISBKZFKvbNyditP0Byst9xRILK0ymqvXv3\nctlll6nciIiEMdOkNRSLCizAKRLhPBWc1NRUFixYEOwsIiISRKZMWbioEXb5Z9jDh/2OIxJUnk5R\nbdy4kY8//ph3332X+Pj4ox4bNGhQUIKJiEjhc1q0w/1qOQdXLYOqF/odRyRoPBWc1NRUzXcjIhIJ\n6jSEpPLsmTgcHnkWU+5svxOJBIWngvPfJRtERCS8magonIcGYIf3w44egPPYMEzZ+D//QZEw46ng\nzJ9//AvSoqOjSUpK4vzzzyc6WuubiIiEA1OhMnFPjCBrwIO4YwbjPPwUJqaU37FECpWngvP555+z\nYcMG4uLiSEpKIiMjg5ycHKpVq8aOHTsAePTRR6lWrVpQw4qISOEoXrMuzr2P4Y57Gnf8szhpT2oh\nTokongpOSkoKTZo0oWPHjke2ffLJJ/zyyy8MHjyYf/3rX7zyyis8/fTTpxxg7969jBo1ip07d1Ku\nXDl69+5NmTJljtonLy+PAQMGcPjwYfLz82nWrBk333zzKb+WiIj8j7moMeaOB7GvvoB9ZTT89e8Y\n55QmuBcJWZ7+Ji9ZsoQrrrjiqG0dOnRg8eLFGGO45ppr2Lp162kFmD17NnXr1mXMmDHUrVuX2bNn\nH7NPdHQ0AwYMYMSIEQwfPpzVq1ezYcOG03o9ERH5H6dFO8wNd2DTF2FnvIy11u9IIoXCU8GJi4tj\n5cqVR21btWoVZcuWBeDQoUNERXk6GHSM9PR02rRpA0CbNm1IT08/Zh9jDDExMQDk5+eTn5+PMea0\nXk9ERI5mLr8e0/5a7Lz3sZ+843cckULhqZX06NGD559/nipVqhy5Bufnn3+mT58+QGCenD8e4fEq\nJyeHhIQEAOLj48nJyTnufq7r8thjj7F9+3Yuv/xyzj///BM+59y5c5k7dy4AQ4cOJTkIU5JHRUUF\n5Xn9oLGEpkgZS6SMAyJ7LPa+R9idd4Dcf02jdMUUSrbr5GM67yL5PQlnoTAWYz0ej9yzZw9fffUV\nmZmZJCQk0KBBA2JjYz29yJAhQ467UGeXLl0YN24cr7322pFtPXr04NVXXz3hc+3bt4/nnnuOHj16\nUKVKFU+vv23bNk/7nYrk5GR27dpV6M/rB40lNEXKWCJlHBD5Y7GHD+GOfQq++xqn5+OYek18Sudd\npL8n4SqYY6lYsaKn/TyfV4qNjaV169anFaZ///4nfCwuLo6srCwSEhLIyso6ctrrREqXLk3t2rVZ\nvXq154IjIiJ/zkRF4/ytL+7If+BOGo7TZwimumY7lvDkqeDk5+czZ84c1q1bx549e456rKBLNTRq\n1IiFCxfSuXNnFi5cSOPGjY/ZZ/fu3RQrVozSpUuTl5fHmjVruPbaawv0uiIiciwTUxIn7UncYX1x\nXxyC8+hQTCX9Minhx9NFxlOnTmXu3LnUqlWLLVu20LRpU3Jycqhdu3aBA3Tu3Jk1a9aQlpbG2rVr\n6dy5MwCZmZk8++yzAGRlZTFo0CAefvhh+vXrx0UXXUTDhg0L/NoiInIsExuH02sgRBfHHT0Am7HT\n70gip8zTEZwvvviCp59+muTkZGbMmEHHjh2pV68ekydPLnCA2NhYnnzyyWO2JyYm0q9fPwDOOecc\nhg8fXuDXEhERb0zyWTi9BuAOfxx39ACcx4YGViMXCROejuDk5eWRlJQEQPHixTl48CCVKlXixx9/\nDGY2ERHxkUk5D+eBJ2DXb7hjBmMP5vodScQzTwWnUqVKbN68GYCqVasyc+ZM3nnnHRITE4MaTkRE\n/GVq1MG55xH4cRPupOHYw4f9jiTiiaeC0717d5z/TN99xx138MMPP7By5UruueeeoIYTERH/mfrN\nMLf9DdauwE57UbMdS1jwdA1O9erVj3xdoUKFk972LSIikcdpfQXu7mzsu29A2QTMjd39jiRyUp7n\nwdm5cyc//fQTublHn4Nt2bJloYcSEZHQY666BXZnY+f8C7dsPE6Hzn5HEjkhTwVn1qxZvPPOO6Sk\npFC8ePEj240xKjgiIkWEMQa63A27c7AzX8EtG4fTrK3fsUSOy1PB+eCDDxg6dCgpKSnBziMiIiHM\nOMXgrj7YfXuwr43BlimLqaN5yST0eLrIuEyZMpQrVy7YWUREJAyY6Gicno9DxSq4E4Zit6z3O5LI\nMTzfRTVp0iQ2b97Mrl27jvojIiJFjylZCuehgRCXgPviYOz2rX5HEjmKp1NUhw8fZs2aNSxZsuSY\nx6ZPn17ooUREJPSZuAScXgNxhz6GO2oATt/hmIQkv2OJAB4LzpQpU7j11lu55JJLjrrIWEREijZT\nviLOQwNxRzyO+8JAnEefxZQq43csEW+nqFzXpW3btsTExOA4zlF/RESkaDPnVMO5/3HY/gvu2Kew\neQf9jiTireBcffXVzJ49W7NXiojIcZkL62Hu6gObvsN9aSQ2P9/vSFLEeTpF9fHHH5Odnc2sWbMo\nU+boQ48TJkwISjAREQkvTuOWuHuysW9Oxv7fBOh2f2DuHBEfeCo4Dz74YLBziIhIBHBSOwWWdPhw\nBpSNx3S+ze9IUkR5Kji1atUKdg4REYkQ5tq/BJZ0+HBGYEmH1E5+R5IiyPNaVCIiIl4YY+Av92H3\n5GDfegk3Nh6nsZb1kTNLt0GJiEihM8WK4dz9MFS7EPvy89jvvvY7khQxKjgiIhIUpngJnAf+AWdX\nwh3/DPanzX5HkiJEBUdERILGlC4TWNKhVBncFwZid/zqdyQpIjxdg7N3717ee+89fvrpJ3Jzc496\nbNCgQUEJJiIikcEkJOH0GoQ7/DHc0QNw+g7DlE3wO5ZEOE8F54UXXuDw4cM0b95cSzWIiMgpMxVS\ncB58EnfkP3BfGITz8DOYkqX8jiURzFPB2bBhA1OmTCE6OjrYeUREJEKZqhfg3NcXd+xTuOOfwUkb\ngNH/KxIknq7BqVKlChkZGcHOIiIiEc7UaYjpngbfr8F9eSTW1ZIOEhyejuDUqVOHZ555hksvvZT4\n+PijHktNTQ1KMBERiUxOs7a4u3OwM1/BvvUS3HqvlnSQQuep4Hz//fckJSWxdu3aYx5TwRERkVPl\ndOiMuzsLO2cWlE3AdLrF70gSYTwVnAEDBgQ7h4iIFDHm+jsCSzq8+3+BJR1aX+53JIkgp7xUg7UW\na+2R7x1HU+mIiMipM44Dtz+I3bMb+88J2Ng4TP1mfseSCOGp4GRmZvLyyy/z3XffsW/fvqMemz59\nelCCiYhI5DNRUTh/eyxw+/jkETi9B2Fq1PE7lkQAT4dfJk+eTFRUFE8++SQxMTEMGzaMRo0acffd\ndwc7n4iIRDhTIgYn7UlIPgt37NPYrT/6HUkigKeCs2HDBu677z7OPfdcjDGce+653HfffXzwwQfB\nziciIkWAKVMWp9cgKBGDO3ogdtdvfkeSMOep4DiOQ7FixQAoXbo0u3fvpkSJEmRmZgY1nIiIFB0m\nqRxOr4Fw6GCg5OzJ8TuShDFPBad69ep89dVXANSrV49Ro0bx3HPPUa1ataCGExGRosVUOgfngf6Q\nuRN3zGBs7gG/I0mY8lRwHnzwQWrVqgVA9+7dqVOnDpUrVyYtLS2o4UREpOgx59fCufdR+Hkz7oSh\n2MOH/I4kYcjTXVSlS5c+8nXx4sW54YYbghZIRETE1GuC6XY/duqL2NfGwJ29A7eVi3jkqeAcOnSI\nt99+myVLlrBnzx6mTp3K119/za+//soVV1wR7IwiIlIEOS0vw92djZ31OsTGw813akkH8cxTHZ46\ndSr//ve/SUtLO/KXq3Llynz66adBDSciIkWbufJGTLursXPfxX46y+84EkY8HcH58ssvGTNmDDEx\nMUcKTmJiou6iEhGRoDLGwM13BZZ0ePs13Ng4nBbt/I4lYcBTwYmKisJ13aO27d69m9jY2KCEEhER\n+S/jONCjF3bv7sA1OWXKYi5q7HcsCXGeTlE1a9aMsWPHsmPHDgCysrJ4+eWXadGiRVDDiYiIAJjo\naJye/aByVdxJw7Cbv/c7koQ4TwWna9eulC9fnr///e/s37+ftLQ0EhISuOmmm4KdT0REBAATUyqw\npEN8UmCOnG0/+x1JQpjnU1Tdu3ene/fuR05N6Up2ERE500zZeJxeg3CHPoo7eiD5w18CivkdS0LQ\nSY/g7Nq165g/eXl5ZGRkHPleRETkTDLlzsZ5aCDk7idrcB9s5k6/I0kIOukRnPvvv/9Pn2D69OmF\nFkZERMQLU6Uqzv1P4I59CjsoDfOX+3CatPY7loSQkxacc845h7y8PNq0aUOrVq1ITEw8U7lERERO\nylxQl4Tnp5LxXH/sS8/hrknHdL0XU6qM39EkBJy04AwfPpyff/6ZhQsX0r9/f1JSUmjdujVNmzal\nePHiZyqjiIjIcUVVSMF5dCj2o5nYD97CbvwW587emAvq+h1NfPand1FVqVKFbt26MW7cOK666ipW\nrlzJPffcw5YtW85EPhERkZMyxYrhXN0F57FhEBWNO/IfuG+/hj2kRTqLMs8rl23fvp1169axceNG\nzjvvPMqU0SFAEREJHabqBTj9R2NadcDO+Rfusw9jf9Gt5EXVSU9R7d27l8WLF7Nw4UJyc3Np1aoV\ngwYNIjk5+UzlExER8czElAysQn5RY9ypL+I+1RtzY3dM26u0GnkRc9KCc++991K+fHlatWpFjRo1\ngMCRnO3btx/Zp06dOgUKsHfvXkaNGsXOnTspV64cvXv3PuHRIdd16du3L4mJifTt27dArysiIpHL\n1GuCM3AM7msvYt96CbsmHafHQ5j4JL+jyRly0oITHx9PXl4e8+bNY968ecc8boxh7NixBQowe/Zs\n6tatS+fOnZk9ezazZ8/mtttuO+6+H330EZUqVeLAgQMFek0REYl8pmwCzoP9sQs/wc58GXdgGk63\nnpiGl/gdTc6AkxaccePGBT1Aeno6AwcOBKBNmzYMHDjwuAUnIyODVatWcf311/PBBx8EPZeIiIQ/\nYwzm0iuxNeviTnked+IwTPNUzK33YEqW8jueBJHvJyRzcnJISEgAAkeMcnJyjrvfa6+9xm233aYl\nIkRE5JSZs1Nw+g7HdLoFu/wz3EFp2I3r/I4lQeRpLaqCGjJkCNnZ2cds79Kly1HfG2OOW2BWrlxJ\nXFwcVatW5dtvv/3T15s7dy5z584FYOjQoUG5KDoqKipiLrbWWEJTpIwlUsYBGksoOuVx3PUQeZek\nsnv0IPKfe5zS191G6VvuwkRHBy+kR5HynkBojOWMFJz+/fuf8LG4uDiysrJISEggKyuLsmXLHrPP\n+vXrWbFiBV999RV5eXkcOHCAMWPGkJaWdtznbN++Pe3btz/yfTDWzEpOTo6Ytbg0ltAUKWOJlHGA\nxhKKTmscyRWw/3ge89YU9r0zjX0rluLc1QdTISU4Ib3GipD3BII7looVK3ra74wUnJNp1KgRCxcu\npHPnzixcuJDGjRsfs0/Xrl3p2rUrAN9++y3vv//+CcuNiIjInzExpTDd0wK3k78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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_ap_evol(magnitudes['i'], stellarities['i'], labels=apertures)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use aperture 40 as target." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/masterlist.py:903: RuntimeWarning: invalid value encountered in greater\n", " mask = stellarity > .9\n", "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/astropy/table/column.py:1096: MaskedArrayFutureWarning: setting an item on a masked array which has a shared mask will not copy the mask and also change the original mask array in the future.\n", "Check the NumPy 1.11 release notes for more information.\n", " ma.MaskedArray.__setitem__(self, index, value)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:129: RuntimeWarning: invalid value encountered in greater\n", " mask &= (stellarity > 0.9)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:131: RuntimeWarning: invalid value encountered in greater_equal\n", " mask &= (mag >= mag_min)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:133: RuntimeWarning: invalid value encountered in less_equal\n", " mask &= (mag <= mag_max)\n" ] }, { "data": { "image/png": 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NN98MwPr16/F4PMT0T9Jcu3YtSUlJoZRhHG0t4W5B1Pmirp4d+w6wY9/7/OFP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\nQgghzKKFDiGEEEKYRQsdQgghhDDrP1xVVbn08A5KAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_vs_apcor(orig_hsc['imag_aperture20'], orig_hsc['imag_aperture40'], stellarities['i'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use magnitudes between 18.5 and 19.8." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Aperture correction for i band:\n", "Correction: -0.061016082763671875\n", "Number of source used: 10687\n", "RMS: 0.004784361518138592\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:129: RuntimeWarning: invalid value encountered in greater\n", " mask &= (stellarity > 0.9)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:131: RuntimeWarning: invalid value encountered in greater_equal\n", " mask &= (mag >= mag_min)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:133: RuntimeWarning: invalid value encountered in less_equal\n", " mask &= (mag <= mag_max)\n" ] } ], "source": [ "# Aperture correction\n", "mag_corr['i'], num, std = aperture_correction(\n", " orig_hsc['imag_aperture20'], orig_hsc['imag_aperture40'], \n", " stellarities['i'],\n", " mag_min=18.5, mag_max=19.8)\n", "print(\"Aperture correction for i band:\")\n", "print(\"Correction: {}\".format(mag_corr['i']))\n", "print(\"Number of source used: {}\".format(num))\n", "print(\"RMS: {}\".format(std))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I.d - z band" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/masterlist.py:850: RuntimeWarning: invalid value encountered in greater\n", " mags = magnitudes[:, stellarity > stel_threshold].copy()\n" ] }, { "data": { "image/png": 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MyzY4I7JxHx+HmzMS546RmDPO8jqWSEQ5rr2oduzYwX/+85/D/oiISPmZxqfi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HAAAL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\nw440OEIIIYQYdqTBEUIIIcSw8z9yUIf6Az9H3QAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_ap_evol(magnitudes['z'], stellarities['z'], labels=apertures)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use aperture 40 as target." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/masterlist.py:903: RuntimeWarning: invalid value encountered in greater\n", " mask = stellarity > .9\n", "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/astropy/table/column.py:1096: MaskedArrayFutureWarning: setting an item on a masked array which has a shared mask will not copy the mask and also change the original mask array in the future.\n", "Check the NumPy 1.11 release notes for more information.\n", " ma.MaskedArray.__setitem__(self, index, value)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:129: RuntimeWarning: invalid value encountered in greater\n", " mask &= (stellarity > 0.9)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:131: RuntimeWarning: invalid value encountered in greater_equal\n", " mask &= (mag >= mag_min)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:133: RuntimeWarning: invalid value encountered in less_equal\n", " mask &= (mag <= mag_max)\n" ] }, { "data": { "image/png": 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4otdt6Ms3yMMnTjL3vvtZtWQxC+d/x231lldWcuninzA+aQRvPP1/Hk8Qfu3f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\nAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_vs_apcor(orig_hsc['zmag_aperture20'], orig_hsc['zmag_aperture40'], stellarities['z'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use magnitudes between 17.5 and 19.8." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Aperture correction for z band:\n", "Correction: -0.08498001098632812\n", "Number of source used: 15443\n", "RMS: 0.010872531231867034\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:129: RuntimeWarning: invalid value encountered in greater\n", " mask &= (stellarity > 0.9)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:131: RuntimeWarning: invalid value encountered in greater_equal\n", " mask &= (mag >= mag_min)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:133: RuntimeWarning: invalid value encountered in less_equal\n", " mask &= (mag <= mag_max)\n" ] } ], "source": [ "# Aperture correction\n", "mag_corr['z'], num, std = aperture_correction(\n", " orig_hsc['zmag_aperture20'], orig_hsc['zmag_aperture40'], \n", " stellarities['z'],\n", " mag_min=17.5, mag_max=19.8)\n", "print(\"Aperture correction for z band:\")\n", "print(\"Correction: {}\".format(mag_corr['z']))\n", "print(\"Number of source used: {}\".format(num))\n", "print(\"RMS: {}\".format(std))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### I.e - y band" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/masterlist.py:850: RuntimeWarning: invalid value encountered in greater\n", " mags = magnitudes[:, stellarity > stel_threshold].copy()\n" ] }, { "data": { "image/png": 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GjhzpxeUBwDMmFJLpcJtshTS5MyfJHXG/nB4DZC6u4Xc0AL/gyWPi69atU4sW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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_ap_evol(magnitudes['y'], stellarities['y'], labels=apertures)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use aperture 40 as target." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/masterlist.py:903: RuntimeWarning: invalid value encountered in greater\n", " mask = stellarity > .9\n", "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/astropy/table/column.py:1096: MaskedArrayFutureWarning: setting an item on a masked array which has a shared mask will not copy the mask and also change the original mask array in the future.\n", "Check the NumPy 1.11 release notes for more information.\n", " ma.MaskedArray.__setitem__(self, index, value)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:129: RuntimeWarning: invalid value encountered in greater\n", " mask &= (stellarity > 0.9)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:131: RuntimeWarning: invalid value encountered in greater_equal\n", " mask &= (mag >= mag_min)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:133: RuntimeWarning: invalid value encountered in less_equal\n", " mask &= (mag <= mag_max)\n" ] }, { "data": { "image/png": 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BAEbbbWTPm8vi+XNZNHcONrMZVVVpaGqmoqaGSkeN9rVLCKlw1Ghf21tK+lrx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\n6mpxHzuCp8ZBUKdWKwpKdAwAaktz+0a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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_plot_mag_vs_apcor(orig_hsc['ymag_aperture20'], orig_hsc['ymag_aperture40'], stellarities['y'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use magnitudes between 17 and 18.7." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Aperture correction for y band:\n", "Correction: -0.098480224609375\n", "Number of source used: 3877\n", "RMS: 0.01754249850290026\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:129: RuntimeWarning: invalid value encountered in greater\n", " mask &= (stellarity > 0.9)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:131: RuntimeWarning: invalid value encountered in greater_equal\n", " mask &= (mag >= mag_min)\n", "/opt/herschelhelp_internal/herschelhelp_internal/utils.py:133: RuntimeWarning: invalid value encountered in less_equal\n", " mask &= (mag <= mag_max)\n" ] } ], "source": [ "# Aperture correction\n", "mag_corr['y'], num, std = aperture_correction(\n", " orig_hsc['ymag_aperture20'], orig_hsc['ymag_aperture40'], \n", " stellarities['y'],\n", " mag_min=17, mag_max=18.7)\n", "print(\"Aperture correction for y band:\")\n", "print(\"Correction: {}\".format(mag_corr['y']))\n", "print(\"Number of source used: {}\".format(num))\n", "print(\"RMS: {}\".format(std))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## II - Stellarity\n", "\n", "HSC does not provide a 0 to 1 stellarity value but a 0/1 extended flag in each band. We are using the same method as UKIDSS ([cf this page](http://wsa.roe.ac.uk/www/gloss_p.html#dxssource_pstar)) to compute a stellarity based on the class in each band:\n", "\n", "\\begin{equation*}\n", "P(star) = \\frac{ \\prod_{i} P(star)_i }{ \\prod_{i} P(star)_i + \\prod_{i} P(galaxy)_i }\n", "\\end{equation*}\n", "\n", "where $i$ is the band, and with using the same probabilities as UKDISS:\n", "\n", "| HSC flag | UKIDSS flag | Meaning | P(star) | P(galaxy) | P(noise) | P(saturated) |\n", "|:--------:|:-----------:|:----------------|--------:|----------:|---------:|-------------:|\n", "| | -9 | Saturated | 0.0 | 0.0 | 5.0 | 95.0 |\n", "| | -3 | Probable galaxy | 25.0 | 70.0 | 5.0 | 0.0 |\n", "| | -2 | Probable star | 70.0 | 25.0 | 5.0 | 0.0 |\n", "| 0 | -1 | Star | 90.0 | 5.0 | 5.0 | 0.0 |\n", "| | 0 | Noise | 5.0 | 5.0 | 90.0 | 0.0 |\n", "| 1 | +1 | Galaxy | 5.0 | 90.0 | 5.0 | 0.0 |" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# We are creating an array containing the extended flag in all band.\n", "# Some sources have no flag in some band, there will be NaN in the array.\n", "hsc_ext_flag = np.array([\n", " orig_hsc[colname] for colname in \n", " ['gclassification_extendedness',\n", " 'rclassification_extendedness',\n", " 'iclassification_extendedness',\n", " 'zclassification_extendedness',\n", " 'yclassification_extendedness']\n", "])" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": true }, "outputs": [], "source": [ "hsc_pstar = 0.9 * (hsc_ext_flag == 0) + 0.05 * (hsc_ext_flag == 1)\n", "hsc_pgal = 0.05 * (hsc_ext_flag == 0) + 0.9 * (hsc_ext_flag == 1)\n", "\n", "# We put back the NaN values\n", "hsc_pstar[np.isnan(hsc_ext_flag)] = np.nan\n", "hsc_pgal[np.isnan(hsc_ext_flag)] = np.nan" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": true }, "outputs": [], "source": [ "stellarity = np.nanprod(hsc_pstar, axis=0) / np.nansum(\n", " [np.nanprod(hsc_pgal, axis=0), np.nanprod(hsc_pstar, axis=0)], axis=0)\n", "\n", "stellarity = np.round(stellarity, 3)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vis.hist(stellarity, bins='scott');" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": true }, "outputs": [], "source": [ "orig_hsc.add_column(Column(data=stellarity, name=\"stellarity\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## II - Column selection" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": true }, "outputs": [], "source": [ "imported_columns = OrderedDict({\n", " \"object_id\": \"hsc_id\",\n", " \"ra\": \"hsc_ra\",\n", " \"dec\": \"hsc_dec\",\n", " \"gmag_aperture20\": \"m_ap_suprime_g\",\n", " \"gmag_aperture20_err\": \"merr_ap_suprime_g\",\n", " \"gmag_kron\": \"m_suprime_g\",\n", " \"gmag_kron_err\": \"merr_suprime_g\",\n", " \"rmag_aperture20\": \"m_ap_suprime_r\",\n", " \"rmag_aperture20_err\": \"merr_ap_suprime_r\",\n", " \"rmag_kron\": \"m_suprime_r\",\n", " \"rmag_kron_err\": \"merr_suprime_r\",\n", " \"imag_aperture20\": \"m_ap_suprime_i\",\n", " \"imag_aperture20_err\": \"merr_ap_suprime_i\",\n", " \"imag_kron\": \"m_suprime_i\",\n", " \"imag_kron_err\": \"merr_suprime_i\",\n", " \"zmag_aperture20\": \"m_ap_suprime_z\",\n", " \"zmag_aperture20_err\": \"merr_ap_suprime_z\",\n", " \"zmag_kron\": \"m_suprime_z\",\n", " \"zmag_kron_err\": \"merr_suprime_z\",\n", " \"ymag_aperture20\": \"m_ap_suprime_y\",\n", " \"ymag_aperture20_err\": \"merr_ap_suprime_y\",\n", " \"ymag_kron\": \"m_suprime_y\",\n", " \"ymag_kron_err\": \"merr_suprime_y\",\n", " \"stellarity\": \"hsc_stellarity\"\n", " })\n", "\n", "\n", "catalogue = orig_hsc[list(imported_columns)]\n", "for column in imported_columns:\n", " catalogue[column].name = imported_columns[column]\n", "\n", "epoch = 2017\n", "\n", "# Clean table metadata\n", "catalogue.meta = None" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Aperture correction\n", "for band in bands:\n", " catalogue[\"m_ap_suprime_{}\".format(band)] += mag_corr[band]" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Adding flux and band-flag columns\n", "for col in catalogue.colnames:\n", " if col.startswith('m_'):\n", " \n", " errcol = \"merr{}\".format(col[1:])\n", " \n", " #Some inf and 99. mags\n", " mask = (catalogue[col] > 90.) | (catalogue[errcol] > 90.)\n", " catalogue[col][mask] = np.nan\n", " catalogue[errcol][mask] = np.nan\n", " \n", " flux, error = mag_to_flux(np.array(catalogue[col]), np.array(catalogue[errcol])) \n", " \n", " # Fluxes are added in µJy\n", " catalogue.add_column(Column(flux * 1.e6, name=\"f{}\".format(col[1:])))\n", " catalogue.add_column(Column(error * 1.e6, name=\"f{}\".format(errcol[1:])))\n", " \n", " #Replace all total g band fluxes/mags with nan.\n", " #TODO: Download new catalogues for HSC wide and rerun with good g band flux\n", " if ('suprime_g' in col) & ('ap' not in col):\n", " catalogue[col] = np.full(len(catalogue) , np.nan)\n", " catalogue[errcol] = np.full(len(catalogue) , np.nan)\n", " catalogue[\"f{}\".format(col[1:])] = np.full(len(catalogue) , np.nan)\n", " catalogue[\"f{}\".format(errcol[1:])] = np.full(len(catalogue) , np.nan)\n", " \n", " # Band-flag column\n", " if 'ap' not in col:\n", " catalogue.add_column(Column(np.zeros(len(catalogue), dtype=bool), name=\"flag{}\".format(col[1:])))\n", " \n", "# TODO: Set to True the flag columns for fluxes that should not be used for SED fitting." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<Table masked=True length=10>\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
idxhsc_idhsc_rahsc_decm_ap_suprime_gmerr_ap_suprime_gm_suprime_gmerr_suprime_gm_ap_suprime_rmerr_ap_suprime_rm_suprime_rmerr_suprime_rm_ap_suprime_imerr_ap_suprime_im_suprime_imerr_suprime_im_ap_suprime_zmerr_ap_suprime_zm_suprime_zmerr_suprime_zm_ap_suprime_ymerr_ap_suprime_ym_suprime_ymerr_suprime_yhsc_stellarityf_ap_suprime_gferr_ap_suprime_gf_suprime_gferr_suprime_gflag_suprime_gf_ap_suprime_rferr_ap_suprime_rf_suprime_rferr_suprime_rflag_suprime_rf_ap_suprime_iferr_ap_suprime_if_suprime_iferr_suprime_iflag_suprime_if_ap_suprime_zferr_ap_suprime_zf_suprime_zferr_suprime_zflag_suprime_zf_ap_suprime_yferr_ap_suprime_yf_suprime_yferr_suprime_yflag_suprime_y
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\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "catalogue[:10].show_in_notebook()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## III - Removal of duplicated sources" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We remove duplicated objects from the input catalogues." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/anaconda3/envs/herschelhelp_internal/lib/python3.6/site-packages/astropy/table/column.py:1096: MaskedArrayFutureWarning: setting an item on a masked array which has a shared mask will not copy the mask and also change the original mask array in the future.\n", "Check the NumPy 1.11 release notes for more information.\n", " ma.MaskedArray.__setitem__(self, index, value)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "The initial catalogue had 5144451 sources.\n", "The cleaned catalogue has 5144219 sources (232 removed).\n", "The cleaned catalogue has 230 sources flagged as having been cleaned\n" ] } ], "source": [ "SORT_COLS = [\n", " 'merr_ap_suprime_i', 'merr_ap_suprime_r', 'merr_ap_suprime_z',\n", " 'merr_ap_suprime_y', 'merr_ap_suprime_g']\n", "FLAG_NAME = 'hsc_flag_cleaned'\n", "\n", "nb_orig_sources = len(catalogue)\n", "\n", "catalogue = remove_duplicates(\n", " catalogue, RA_COL, DEC_COL, \n", " sort_col= SORT_COLS,\n", " flag_name=FLAG_NAME)\n", "\n", "nb_sources = len(catalogue)\n", "\n", "print(\"The initial catalogue had {} sources.\".format(nb_orig_sources))\n", "print(\"The cleaned catalogue has {} sources ({} removed).\".format(nb_sources, nb_orig_sources - nb_sources))\n", "print(\"The cleaned catalogue has {} sources flagged as having been cleaned\".format(np.sum(catalogue[FLAG_NAME])))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## III - Astrometry correction\n", "\n", "We match the astrometry to the Gaia one. We limit the Gaia catalogue to sources with a g band flux between the 30th and the 70th percentile. Some quick tests show that this give the lower dispersion in the results." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": true }, "outputs": [], "source": [ "gaia = Table.read(\"../../dmu0/dmu0_GAIA/data/GAIA_GAMA-12.fits\")\n", "gaia_coords = SkyCoord(gaia['ra'], gaia['dec'])" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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GIgsAkC5nClr5veOMpu033XQTbrrpppLpz1tWSpCUEAKccWhZQErYpyC90gW5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\nkrAz0Lw8hOPDjJ+YrLKnotnZqBFVqhzcu1/iXcuLmCCUeKEFM/AJtu8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8sgYVRuhKxSXh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MhBUqDUm3jbdmGWFyCqouIBdtiXPF1TM9hXj1G9/93Yfpe808abrKLvahJ4HtYPyM6dRs9uEaXT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\nL0dTU1PM+imlePjhh5GXl4dp0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xYtsvgskiee6/D222/Tiy66iJ44ccJi1anH7HWQJIke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\nxuFwOJys5/8BMg9Lyuq6OW4AAAAASUVORK5CYII=\n", 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ACJIV9xefYZoeyUq+W8NiNqYgsoIx5BBhtRhFiHXE995Bru9xWVHvRiGjBtRhdkfy5Qyt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\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h97cMJrKpVgg9y2nBrXI8nAoPdiVlbpEhR02FeHKI8sM46+g30NUo0TAkWFbEoyV+W5CO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VNRrRKj1tRSIXNFVgE/JJ585jEafve0R6nM607xuRQat8GZ+p//uP+R9UNB8KeoGGCcUJWDmMAr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\nrMahyGignbJ5WpM5yziBiXT0swSTbqaxFaMpRTvWtFLFSDh6bYk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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_astcor_diag_plot(catalogue[RA_COL], catalogue[DEC_COL], \n", " gaia_coords.ra, gaia_coords.dec)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RA correction: -0.1140621750266746 arcsec\n", "Dec correction: -0.07552225386344702 arcsec\n" ] } ], "source": [ "delta_ra, delta_dec = astrometric_correction(\n", " SkyCoord(catalogue[RA_COL], catalogue[DEC_COL]),\n", " gaia_coords\n", ")\n", "\n", "print(\"RA correction: {}\".format(delta_ra))\n", "print(\"Dec correction: {}\".format(delta_dec))" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue[RA_COL] += delta_ra.to(u.deg)\n", "catalogue[DEC_COL] += delta_dec.to(u.deg)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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va2vDm2++mbb90qVL077bunUrpkyZkrMvPShdJN1lerWQMdVdCrgluKrxuJei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\nCR1i7GwZpv0r6tIq2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D2QAUCvXr0wYMAA7Nu3z9Dm5z//OQYNGgQA8Pv9eOWVV1BfX4/L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\nxajffO/evQEgq68FTofnZuRwOBxO1sPHz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OA3m35nxIhPOJNdkMuXJCs4cmmE9CWSDBo4ezDZU5tsi5RZ4crbOimk1wmDK8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L6ZxDiFjc3l7oCKs7HtEJEw4G731vHNxEA4IUJpgUzx1eeBWmTwmEHvSGLpZbTg3nfEdSBu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\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nY542eeu8ltkY2k3e9Kry4+Lrn0b8O8OnB8OBzTo3oEWJNoqI4uoK0dIsiLFzdi6gbkHK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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_astcor_diag_plot(catalogue[RA_COL], catalogue[DEC_COL], \n", " gaia_coords.ra, gaia_coords.dec)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## IV - Flagging Gaia objects" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue.add_column(\n", " gaia_flag_column(SkyCoord(catalogue[RA_COL], catalogue[DEC_COL]), epoch, gaia)\n", ")" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "31250 sources flagged.\n" ] } ], "source": [ "GAIA_FLAG_NAME = \"hsc_flag_gaia\"\n", "\n", "catalogue['flag_gaia'].name = GAIA_FLAG_NAME\n", "print(\"{} sources flagged.\".format(np.sum(catalogue[GAIA_FLAG_NAME] > 0)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## V - Flagging objects near bright stars" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# VI - Saving to disk" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": true }, "outputs": [], "source": [ "catalogue.write(\"{}/HSC-SSP.fits\".format(OUT_DIR), overwrite=True)" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python (herschelhelp_internal)", "language": "python", "name": "helpint" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.1" } }, "nbformat": 4, "nbformat_minor": 1 }